{"schema_version":1,"url":"https://uwcourses.com/courses/STAT_760","title":"STAT 760: Multivariate Analysis I | UW–Madison","dataset":{"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349","repository":"twangodev/uwcourses","schema_version":6,"importer_version":"7","projection_id":"52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07","observed_at":"2026-09-07T15:55:43.033547+00:00","built_at":"2026-09-10T19:50:42.743001+00:00","courses":8951,"current_instructors":5754,"limited":false,"terms":["1272","1264","1262","1254","1252","1244","1242","1234","1232","1224","1222","1212","1204","1202","1194","1192","1184","1182","1174","1172","1164","1162","1154","1152","1144","1142","1134","1132","1124","1122","1114","1112","1104","1102","1094","1092","1084","1082","1074","1072"],"term":"1272","departments":[{"subject":"AAE","count":90},{"subject":"ABT","count":20},{"subject":"ACCTIS","count":36},{"subject":"ACTSCI","count":14},{"subject":"AFAERO","count":10},{"subject":"AFRICAN","count":87},{"subject":"AFROAMER","count":71},{"subject":"AGROECOL","count":21},{"subject":"AMERIND","count":53},{"subject":"ANAT&PHY","count":7},{"subject":"ANATOMY","count":2},{"subject":"ANESTHES","count":8},{"subject":"ANSCI","count":57},{"subject":"ANTHRO","count":95},{"subject":"ART","count":125},{"subject":"ARTED","count":10},{"subject":"ARTHIST","count":121},{"subject":"ASIALANG","count":129},{"subject":"ASIAN","count":109},{"subject":"ASIANAM","count":28},{"subject":"ASTRON","count":38},{"subject":"ATMOCN","count":69},{"subject":"BIOCHEM","count":51},{"subject":"BIOCORE","count":10},{"subject":"BIOLOGY","count":14},{"subject":"BIOMDSCI","count":18},{"subject":"BME","count":66},{"subject":"BMI","count":41},{"subject":"BMOLCHEM","count":10},{"subject":"BOTANY","count":69},{"subject":"BSE","count":44},{"subject":"C&ESOC","count":73},{"subject":"CBE","count":48},{"subject":"CHEM","count":101},{"subject":"CHICLA","count":52},{"subject":"CIVENGR","count":133},{"subject":"CLASSICS","count":47},{"subject":"CNP","count":10},{"subject":"CNSRSCI","count":50},{"subject":"COMARTS","count":137},{"subject":"COMPBIO","count":15},{"subject":"COMPLIT","count":11},{"subject":"COMPSCI","count":138},{"subject":"COUNPSY","count":78},{"subject":"CRB","count":19},{"subject":"CS&D","count":71},{"subject":"CSCS","count":40},{"subject":"CURRIC","count":193},{"subject":"DANCE","count":93},{"subject":"DERM","count":8},{"subject":"DS","count":88},{"subject":"DYSCI","count":35},{"subject":"ECE","count":155},{"subject":"ECON","count":145},{"subject":"EDPOL","count":114},{"subject":"EDPSYCH","count":97},{"subject":"ELPA","count":70},{"subject":"EMA","count":53},{"subject":"EMERMED","count":17},{"subject":"ENGL","count":206},{"subject":"ENTOM","count":40},{"subject":"ENVIRST","count":148},{"subject":"EP","count":15},{"subject":"EPD","count":67},{"subject":"ESL","count":16},{"subject":"F&WECOL","count":60},{"subject":"FAMMED","count":22},{"subject":"FINANCE","count":50},{"subject":"FOLKLORE","count":40},{"subject":"FOODSCI","count":43},{"subject":"FRENCH","count":63},{"subject":"GEN&WS","count":145},{"subject":"GENBUS","count":72},{"subject":"GENECSLR","count":17},{"subject":"GENETICS","count":60},{"subject":"GEOG","count":113},{"subject":"GEOSCI","count":83},{"subject":"GERMAN","count":82},{"subject":"GLE","count":48},{"subject":"GNS","count":38},{"subject":"GREEK","count":27},{"subject":"HDFS","count":41},{"subject":"HEBR-BIB","count":13},{"subject":"HEBR-MOD","count":10},{"subject":"HISTORY","count":233},{"subject":"HISTSCI","count":56},{"subject":"HONCOL","count":13},{"subject":"ILS","count":43},{"subject":"INFOSYS","count":9},{"subject":"INTEGART","count":7},{"subject":"INTEGSCI","count":22},{"subject":"INTER-AG","count":18},{"subject":"INTER-HE","count":11},{"subject":"INTER-LS","count":22},{"subject":"INTEREGR","count":16},{"subject":"INTLBUS","count":21},{"subject":"INTLST","count":50},{"subject":"ISYE","count":83},{"subject":"ITALIAN","count":53},{"subject":"JEWISH","count":56},{"subject":"JOURN","count":88},{"subject":"KINES","count":128},{"subject":"LACIS","count":26},{"subject":"LANDARC","count":61},{"subject":"LATIN","count":24},{"subject":"LAW","count":120},{"subject":"LEGALST","count":48},{"subject":"LINGUIS","count":35},{"subject":"LIS","count":89},{"subject":"LITTRANS","count":78},{"subject":"LSC","count":52},{"subject":"M&ENVTOX","count":7},{"subject":"MARKETNG","count":62},{"subject":"MATH","count":153},{"subject":"MDGENET","count":8},{"subject":"ME","count":130},{"subject":"MEDHIST","count":43},{"subject":"MEDICINE","count":60},{"subject":"MEDIEVAL","count":32},{"subject":"MEDPHYS","count":39},{"subject":"MEDSC-M","count":29},{"subject":"MEDSC-V","count":41},{"subject":"MHR","count":68},{"subject":"MICROBIO","count":45},{"subject":"MILSCI","count":16},{"subject":"MM&I","count":22},{"subject":"MOLBIOL","count":6},{"subject":"MS&E","count":59},{"subject":"MUSIC","count":165},{"subject":"MUSPERF","count":126},{"subject":"NAVSCI","count":20},{"subject":"NE","count":44},{"subject":"NEURODPT","count":11},{"subject":"NEUROL","count":7},{"subject":"NEURSURG","count":4},{"subject":"NTP","count":11},{"subject":"NURSING","count":111},{"subject":"NUTRSCI","count":65},{"subject":"OBS&GYN","count":18},{"subject":"OCCTHER","count":39},{"subject":"ONCOLOGY","count":14},{"subject":"OPHTHALM","count":5},{"subject":"OTM","count":43},{"subject":"PATH","count":34},{"subject":"PATH-BIO","count":29},{"subject":"PEDIAT","count":26},{"subject":"PHARMACY","count":31},{"subject":"PHILOS","count":77},{"subject":"PHMCOL-M","count":11},{"subject":"PHMPRAC","count":45},{"subject":"PHMSCI","count":60},{"subject":"PHYASST","count":37},{"subject":"PHYSICS","count":88},{"subject":"PHYSIOL","count":3},{"subject":"PHYTHER","count":37},{"subject":"PLANTSCI","count":52},{"subject":"PLPATH","count":35},{"subject":"POLISCI","count":192},{"subject":"POPHLTH","count":58},{"subject":"PORTUG","count":33},{"subject":"PSYCH","count":101},{"subject":"PSYCHIAT","count":22},{"subject":"PUBAFFR","count":54},{"subject":"PUBLHLTH","count":23},{"subject":"RADIOL","count":11},{"subject":"REALEST","count":41},{"subject":"RELIGST","count":90},{"subject":"RHABMED","count":9},{"subject":"RMI","count":24},{"subject":"RP&SE","count":102},{"subject":"S&APHM","count":17},{"subject":"SCANDST","count":73},{"subject":"SLAVIC","count":89},{"subject":"SOC","count":149},{"subject":"SOCWORK","count":87},{"subject":"SOILSCI","count":46},{"subject":"SPANISH","count":83},{"subject":"SRMED","count":21},{"subject":"STAT","count":94},{"subject":"STDYABRD","count":52},{"subject":"STS","count":8},{"subject":"SURGERY","count":25},{"subject":"SURGSCI","count":33},{"subject":"THEATRE","count":91},{"subject":"URBRPL","count":60},{"subject":"UROLOGY","count":5},{"subject":"ZOOLOGY","count":89}],"deployed_at":null},"data":{"course":{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","record_version_id":"bdbf47f3341811fc6573b01499a652048789140055ff21a79dd142ecdf9b7cd7","course_id":"STAT 760","course_uid":"course_d587f29796241b1143ffbe4a","catalog_version_id":"a9b262e570c0eeccd106dd07fec619b24f4eda543a88dfb2ec2e915b67e2fdd8","course_number":760,"subjects":["STAT"],"title":"MULTIVARIATE ANALYSIS I","description":"Multivariate normal distribution, estimation of mean and covariance matrix; Wishart distribution; distribution of partial and multiple correlation coefficients; Hotelling's T-squared, principal components.","requirements_text":"STAT 610orMATH/​STAT  710","credits_min":null,"credits_max":null,"credit_offering_ids":[],"llm_job_id":"enrich-8b774950c2b6adfdc46d1b82","llm_output_id":"68e338c24a9622355515d8e591e729952951ab762c78e757b2686ac63f8cc51d","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"Covers multivariate normal distribution, Wishart distribution, and methods like Hotelling's T-squared and principal components.","llm_topics":["Multivariate normal distribution","Wishart distribution","Partial and multiple correlation coefficients","Hotelling's T-squared","Principal components"],"llm_skills":["Estimation of mean and covariance matrix","Analyzing partial and multiple correlation coefficients","Applying Hotelling's T-squared and principal components"],"llm_assumed_background":["Statistical inference, distribution theory, and hypothesis testing","Advanced estimation theory and hypothesis testing frameworks"],"llm_search_phrases":["multivariate normal distribution","Wishart distribution","Hotelling's T-squared","principal components analysis","covariance matrix estimation"],"llm_requirements_status":"valid","llm_student_summary_status":"valid","llm_experience_status":"insufficient_evidence","catalog_variants":[],"student_summary":{"context_hash":"f2b4b3652f935adae766f84a6778ae8adaea2b7bb53572dd95df3c3b16332958","course_id":"STAT 760","current_instructors":[],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":false,"profile_hash":"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02","quick_take":[{"citations":[{"course_id":"STAT 760","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"f639e558-c1ae-3891-900b-464457008091","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1152","type":"grade"},{"course_id":"STAT 760","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"f639e558-c1ae-3891-900b-464457008091","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1182","type":"grade"},{"course_id":"STAT 760","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"f639e558-c1ae-3891-900b-464457008091","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1202","type":"grade"}],"text":"Recent recorded grades — Fall 2014: 3.80 GPA, 96.0% A/AB (n=25 letter grades); Fall 2017: 3.98 GPA, 100.0% A/AB (n=21 letter grades); Fall 2019: 3.94 GPA, 94.4% A/AB (n=18 letter grades)."}],"student_experience":[],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[],"term_id":"1272","term_name":"2026 Fall","version":2},"requirements":{"nodes":[{"children":["n1","n2"],"condition":null,"course":null,"evidence":"STAT 610orMATH/STAT 710","id":"n0","kind":"any"},{"children":[],"condition":null,"course":{"course_number":610,"minimum_grade":null,"subjects":["STAT"],"timing":"prior"},"evidence":"STAT 610","id":"n1","kind":"course"},{"children":[],"condition":null,"course":{"course_number":710,"minimum_grade":null,"subjects":["MATH","STAT"],"timing":"prior"},"evidence":"MATH/STAT 710","id":"n2","kind":"course"}],"notes":[],"root":"n0","status":"parsed"},"instructors":[],"offerings":[],"sections":[],"grade_instructors":[{"instructor_uid":"instructor_69768ca2d58bb0c7c1e97df1","source":"madgrades","source_instructor_id":"2601613","identity_basis":"source_id","identity_status":"source_identified","name":"RICHARD A. JOHNSON","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","grade_statistics":{"gpa":2.952,"graded":375,"counts":[88,68,80,58,61,10,10],"sections":8},"instructor_url":"/instructors/RICHARD_A_JOHNSON--instructor_69768ca2d58bb0c7c1e97df1"},{"instructor_uid":"instructor_65cbac2c9da9e3d3236992ef","source":"madgrades","source_instructor_id":"4108525","identity_basis":"source_id","identity_status":"source_identified","name":"ZHENGJUN ZHANG","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","grade_statistics":{"gpa":3.47,"graded":1374,"counts":[541,447,245,81,44,14,2],"sections":96},"instructor_url":"/instructors/ZHENGJUN_ZHANG--instructor_65cbac2c9da9e3d3236992ef"},{"instructor_uid":"instructor_f371fd2a28dcb497f02e3fc5","source":"madgrades","source_instructor_id":"2601916","identity_basis":"source_id","identity_status":"source_identified","name":"MICHAEL NEWTON","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","grade_statistics":{"gpa":3.776,"graded":441,"counts":[285,120,31,4,1,0,0],"sections":67},"instructor_url":"/instructors/MICHAEL_NEWTON--instructor_f371fd2a28dcb497f02e3fc5"},{"instructor_uid":"instructor_7cebe1d2ee43d61dd18ca734","source":"madgrades","source_instructor_id":"3077702","identity_basis":"source_id","identity_status":"source_identified","name":"MING YUAN","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","grade_statistics":{"gpa":3.919,"graded":68,"counts":[58,9,1,0,0,0,0],"sections":10},"instructor_url":"/instructors/MING_YUAN--instructor_7cebe1d2ee43d61dd18ca734"},{"instructor_uid":"instructor_4e3d02c381227810f056d301","source":"madgrades","source_instructor_id":"6490392","identity_basis":"source_id","identity_status":"source_identified","name":"JOSHUA CAPE","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":6,"quality":2.5,"difficulty":3.5,"quality_count":6,"difficulty_count":6,"profile_id":"rmp:2835627","source_url":"https://www.ratemyprofessors.com/professor/2835627","match_basis":"exact_name","observed_at":"2026-09-07 16:30:08.006263+00:00","courses":{"course_821b8b9c055e8ecd0e25a516":{"review_count":1,"quality":5,"difficulty":1,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.392065987343535,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.533,"graded":224,"counts":[88,77,51,6,1,0,1],"sections":19},"instructor_url":"/instructors/JOSHUA_CAPE--instructor_4e3d02c381227810f056d301"}],"grades":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"STAT 760","course_uid":"course_d587f29796241b1143ffbe4a","term_id":"1072","term_name":"Fall 2006","instructors":["RICHARD A. JOHNSON"],"a":4,"ab":4,"b":1,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":9,"source_aliases":["STAT 760"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"STAT 760","course_uid":"course_d587f29796241b1143ffbe4a","term_id":"1104","term_name":"Spring 2010","instructors":["Zheng Zhang"],"a":11,"ab":2,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":13,"source_aliases":["STAT 760"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"STAT 760","course_uid":"course_d587f29796241b1143ffbe4a","term_id":"1122","term_name":"Fall 2011","instructors":["Michael Newton"],"a":22,"ab":9,"b":1,"bc":1,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":33,"source_aliases":["STAT 760"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"STAT 760","course_uid":"course_d587f29796241b1143ffbe4a","term_id":"1152","term_name":"Fall 2014","instructors":["MING YUAN"],"a":16,"ab":8,"b":1,"bc":0,"c":0,"d":0,"f":0,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":26,"source_aliases":["STAT 760"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"STAT 760","course_uid":"course_d587f29796241b1143ffbe4a","term_id":"1182","term_name":"Fall 2017","instructors":["Zheng Zhang"],"a":20,"ab":1,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":22,"source_aliases":["STAT 760"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"STAT 760","course_uid":"course_d587f29796241b1143ffbe4a","term_id":"1202","term_name":"Fall 2019","instructors":["Zheng Zhang"],"a":17,"ab":0,"b":1,"bc":0,"c":0,"d":0,"f":0,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":19,"source_aliases":["STAT 760"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"STAT 760","course_uid":"course_d587f29796241b1143ffbe4a","term_id":"1242","term_name":"Fall 2023","instructors":["Joshua Cape"],"a":0,"ab":0,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":0,"source_aliases":["STAT 760"]}],"statistics":{"gpa":3.853,"graded":119,"counts":[90,24,4,1,0,0,0]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_d587f29796241b1143ffbe4a-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_d587f29796241b1143ffbe4a-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_d587f29796241b1143ffbe4a-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":null,"instructorTrends":[{"uid":"instructor_65cbac2c9da9e3d3236992ef","name":"ZHENGJUN ZHANG","count":52,"terms":[{"term":"1104","count":13,"sections":1,"gpa":3.923076923076923},{"term":"1182","count":21,"sections":1,"gpa":3.9761904761904763},{"term":"1202","count":18,"sections":1,"gpa":3.9444444444444446}]},{"uid":"instructor_f371fd2a28dcb497f02e3fc5","name":"MICHAEL NEWTON","count":33,"terms":[{"term":"1122","count":33,"sections":1,"gpa":3.787878787878788}]},{"uid":"instructor_7cebe1d2ee43d61dd18ca734","name":"MING YUAN","count":25,"terms":[{"term":"1152","count":25,"sections":1,"gpa":3.8}]},{"uid":"instructor_69768ca2d58bb0c7c1e97df1","name":"RICHARD A. JOHNSON","count":9,"terms":[{"term":"1072","count":9,"sections":1,"gpa":3.6666666666666665}]}],"following":[],"projection":null}}